Large Language Models

Beyond Single-shot Writing: Deep Research Agents are Unreliable at Multi-turn Report Revision ACL 2026 Beyond Static Artifacts: An Evolutionary Framework for Synthetic Claim Generation ACL 2026 Beyond Static Benchmarks: Synthesizing Harmful Content via Persona-based Simulation for Robust Evaluation ACL 2026 Beyond Static Persona Consistency: Dynamic Persona Coherence in LLM Role-Playing ACL 2026 Beyond Surface-Level Detection: Towards Cognitive-Driven Defense Against Jailbreak Attacks via Meta-Operations Reasoning ACL 2026 Beyond the Context Window: Scaling Agentic RL via End-to-end Optimized Context Compression ACL 2026 Beyond the Crowd: LLM-Augmented Community Notes for Governing Health Misinformation ACL 2026 Beyond the Final Actor: Modeling the Dual Roles of Creator and Editor for Fine-Grained LLM-Generated Text Detection ACL 2026 Beyond the Leaderboard: Rethinking Medical Benchmarks for Large Language Models ACL 2026 Beyond Timestamps: Bridging Forward and Backward Reasoning in Temporal Numerical and Relational Understanding ACL 2026 Beyond Transcripts: A Renewed Perspective on Audio Chaptering ACL 2026 Beyond Value Benchmarks: Measuring Value-Structure Alignment in Large Language Models via Symmetric Q-Sorts ACL 2026 Beyond Variance: Knowledge-Aware LLM Compression via Fisher-Aligned Subspace Diagnostics ACL 2026 Bias Fitting to Mitigate Length Bias of Reward Model in RLHF ACL 2026 Bidirectional LMs are Better Knowledge Memorizers? A Benchmark for Real-world Knowledge Injection ACL 2026 BioTool: A Comprehensive Tool-Calling Dataset for Enhancing Biomedical Capabilities of Large Language Models ACL 2026 Bit-by-Bit: Progressive QAT Strategy with Outlier Channel Splitting for Stable Low-Bit LLMs ACL 2026 BITS Pilani at SemEval-2026 Task 9: Structured Supervised Fine-Tuning with DPO Refinement for Polarization Detection SemEval 2026 Boosting Self-Consistency with Ranking ACL 2026 BOSCH: Black-Box Binary Optimization for Short-Context Attention-Head Selection in LLMs ACL 2026 BracketRank: Large Language Model Document Ranking via Reasoning-based Competitive Elimination ACL 2026 Branch-and-Browse: Efficient and Controllable Web Exploration with Tree-Structured Reasoning and Action Memory ACL 2026 Breaking Block Boundaries: Anchor-based History-stable Decoding for Diffusion Large Language Models ACL 2026 Breaking Multimodal LLM Safety via Video-Driven Prompting CVPR 2026 Breaking the Generator Barrier: Disentangled Representation for Generalizable AI-Text Detection ACL 2026